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# 🎉【週末玩樂大型派對】！唔使約人，一個人嚟都玩得超開心🎊 🎤唱K x 🎱桌球 x 🎲 桌遊 x 🀄麻雀x 🎯鏢機 x 🎮 街機 x 👫識朋友 **如果有一個地方，你一個人嚟都唔會尷，玩住玩住就識咗班新朋友—你嚟唔嚟？** 🎪 6月27日，我哋包咗成個場等你嘅大型 Party Room，唔使硬 chat、唔使扮熟、唔使公開自我介紹， 玩住玩住，自然就熟絡 ✨由黃昏玩到夜晚，由陌生玩到熟絡✨👫👭👬 🔥 現場有咩玩？ 🎤 唱K： 同鍾意唱歌嘅朋友一齊唱，大展歌喉 🎱 桌球/鏢機： 手痕想切磋？隨時開波 🎮 街機遊戲： 大量好玩童年回憶遊戲 🎲 Boardgame： 輕鬆好玩 Party 類，輕策桌遊邊玩邊傾 🀄 麻雀： 假期點少得打牌？自動麻雀機準備就緒！ ✨特別安排 🚫 不需公開自我介紹。 🔄 Speed Social： 分組精簡快速交流，極速熱身，輕鬆認識其他參加者 🤝 破冰遊戲： 輕鬆好玩嘅互動 Game，零尷尬破冰 (約15分鐘，自由參與) 🍔 食物飲品安排(自費)： 自由度 Max！你可以： 1️⃣ 食飽先過黎 2️⃣ 現場同其他參加者夾份叫外賣 (一齊食最開心🍕) 3️⃣ 自備私伙美食/酒精飲品 (BYOB 🍻) 💬 一個人嚟？啱晒！ 👫👭👬 一班人嚟？仲爽！ 總之嚟到，包你玩到唔想返屋企！🎊 ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ 📅 日期：6月27日 (星期六) ⏰ 時間：5PM - 11PM (歡迎隨時加入或離場) 📍 地點：荔枝角 Party Room (近地鐵出口 2 分鐘步程，極速到達！) 👥 對象：80/90/00後 🔥 名額：限量 40 名 🎫 費用： ⚡Meetup優惠價(6月26日前)：$158/位 ✨ 女生優惠額外再減 $20/位 ✨ 2人或以上同行, 額外再減 $10/位 (價格或會因情況而向上調整, 以最後顯示價格為準) 正價：$220/位 ⚠️ 注意： 名額有限，請盡早報名留位。 如臨時嚟唔到，可轉讓位置比朋友。 #週末玩樂派對 #一個人嚟都OK #零壓力識朋友 #荔枝角好去處 #PartyRoom #唱K #桌遊 #麻雀 #週末唔再廢 #香港好去處 #性價比高 ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ **🎟️ 預約席位** 為確保男女比例平衡與社交質素，所有席位以收到轉賬確認為準。 * **查詢/報名 WhatsApp：** 91622624 * **一鍵報名：[https://wa.me/85291622624?text=我想報名參加6月27日週末玩樂派對](https://wa.me/85291622624?text=%E6%88%91%E6%83%B3%E5%A0%B1%E5%90%8D%E5%8F%83%E5%8A%A06%E6%9C%8827%E6%97%A5%E9%80%B1%E6%9C%AB%E7%8E%A9%E6%A8%82%E6%B4%BE%E5%B0%8D)** * \*參加者多於 whatsapp 直接報名, Meetup報名人數不準 **【轉賬方式】** * **PayMe 連結：** [https://payme.hsbc/kuuu](https://payme.hsbc/kuuu) * **FPS 轉數快：** 91622624 * *請於轉賬後 WhatsApp 截圖至 91622624 確認* ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ **🌟 關於 KAIROS 刻遇** 我們持續優化每一場聚會的質地，致力於在繁忙的都市中，為優秀的靈魂打造更舒適、更有深度的連結場域。 📅 刻遇日程 Jun 27 (Sat) 5pm-11pm：🎉【週末玩樂大型派對】🎊 [https://www.meetup.com/kairos/events/315198026/](https://www.meetup.com/kairos/events/315198026/) Jun 28 (Sun) 4pm-10pm：🎤✨【6小時🎶唱K Party】👫👭👬✨🎉🥳 [https://www.meetup.com/kairos/events/315129600/](https://www.meetup.com/kairos/events/315129600/) Jul 1 (Wed) 5pm-11pm：🏖️七一假期玩足 6 粒鐘！大型派對🎉 [https://www.meetup.com/kairos/events/315195254/](https://www.meetup.com/kairos/events/315195254/) Jul 11 (Sat) 5pm-11pm：🎉【週末玩樂大型派對】🎊 [https://www.meetup.com/kairos/events/315309583/](https://www.meetup.com/kairos/events/315309583/) 🎟️ 報名與留位 名額稀缺，請透過 WhatsApp 或 Meetup 預約你的席位： 📲 WhatsApp 直接報名： [https://wa.me/85291622624?text=我想報名參加活動](https://wa.me/85291622624?text=%E6%88%91%E6%83%B3%E5%A0%B1%E5%90%8D%E5%8F%83%E5%8A%A0%E6%B4%BB%E5%8B%95) 期待在更趨近完美的時光中與你相遇。 「不為消磨時光，只為刻畫靈魂。」

**Details** Date: 27 June 2026, Saturday Time: 15:00 – 18:00 HKT Venue: BC404, The Hong Kong Polytechnic University Capacity: 40 participants **Please make sure you fill in the google form https://forms.gle/ogJSHfruCnjHNisU6 for Poly University QR Code Access**. **Topics** **1\. Mind the Data Gap — Prize Ceremony & Winners’ Sharing** Speaker: Winning teams / participants Duration: around 15 minutes In our previous HKPUG workshop, participants worked in teams on a messy Hong Kong-inspired synthetic transport dataset. The data was intentionally corrupted with missing values, outliers, inconsistent categories, URL-encoded station names, confusing delimiters, and hidden signals. Teams had to clean the data and submit their work to a fixed black-box scorer to see whether their cleaning improved model performance. In this session, we will present the prizes and invite the winning teams / participants to share their approaches. We will cover: \- Prize ceremony for the workshop winners \- How participants approached the data cleaning challenge \- What kinds of hidden signals were found \- Common patterns and mistakes we observed \- What we learned from designing a gamified Python data workshop No model tuning. Just data rescuing. **2\. Python "Lies": Things That Are Not What They Seem** Speaker: Alex Au Duration: 15 minutes Python often reads almost like English — until it does something that is technically correct but completely different from what you expected. In this rapid-fire talk, Alex will uncover several Python-specific “lies”: late-bound lambdas in loops, mutable default arguments that remember previous calls, nested lists that secretly share the same rows, generators that disappear after one pass, the surprising meaning of for...else, and finally blocks that can rewrite a function’s ending. Each example begins with a short “guess the output” challenge, followed by an explanation of the Python behaviour hiding underneath. Things are not always what they seem. **3\. LEPAUTE Framework — FSD\-style Visual Perception with Lie Group Equivariant Attention** Speaker: Carson Duration: around 60 minutes LEPAUTE is a Python-based visual perception / machine learning framework originally motivated by Tesla FSD-style autonomous driving perception. Autonomous driving perception is not just about detecting objects in a flat image. A model needs to reason about movement, rotation, position, scale, and viewpoint changes while still understanding the same scene consistently. In this talk, Carson will introduce the motivation behind LEPAUTE, the core technical ideas, and how Lie group equivariant attention can be applied to 2D visual perception. The session will also include a live or prepared demo. This talk is suitable for participants interested in Python, machine learning, computer vision, autonomous driving perception, mathematical structures in AI models, and research-oriented software projects. Note: This is an independent technical sharing and **does not imply affiliation with or endorsement by Tesla**. **Rundown** 15:00 – 15:30 Registration and networking 15:30 – 15:45 Opening and HKPUG updates 15:45 – 16:10 Mind the Data Gap prize ceremony and winners’ sharing 16:10 – 16:25 Break and networking 16:25 – 16:40 Python "Lies": Things That Are Not What They Seem 16:40 – 16:50 Break and setup 16:50 – 17:50 LEPAUTE Framework technical sharing and demo 17:50 – 18:00 Open discussion, networking, and closing **Who should join?** This meetup is suitable for: \- Python developers \- Data scientists and machine learning practitioners \- Students interested in AI\, computer vision\, and data science \- Developers curious about autonomous driving perception \- Open\-source contributors \- Anyone interested in practical Python workflows \- Anyone interested in the Hong Kong Python community **Notes** \- This is a community meetup and is free to attend\. \- Seats are limited to 40 participants\. \- Please RSVP only if you plan to attend\. \- Campus access details will be shared with confirmed participants before the event\. \- Please help us keep the venue clean and restore the room setup before leaving\. Special thanks to The Hong Kong Polytechnic University and Prof. Zackary Sin for supporting the venue arrangement.

**普及禪修課程 黃雅鑫老師主講** **「快樂人的精神習慣」** **每堂課為獨立單元，不需報名，歡迎大家參加。** 快樂無限制，但慣性的思維方式往往阻礙我們變得更快樂。這個實用的佛教禪修課程將會教授快樂人的精神習慣！ 我們將探索幾種能夠提升心靈的禪修和思維方式，並且如何在日常生活上，懷著覺照地加以運用。這樣，無論生活際遇如何，我們都能保持輕鬆快樂的態度。 27/6 覺知無常 4/7 知足 11/7 安忍 黃雅鑫現為香港噶當巴禪修中心中環分舍的老師。於 2009年，初次接觸到噶當巴傳承的寶貴佛法，啓發他把佛陀的智慧融合並實踐於日常生活中 ，從實際的經驗去分享現代佛法是如何利益周遭每一個人。 歡迎大家隨喜功德，建議捐助：每課 $50。所有捐款均用於中心的運作及發展，為大眾提供學習珍貴佛法的機會。 詳情: [https://www.meditation.hk/2021/ccgp/](https://www.meditation.hk/2021/ccgp/) #現代佛法 #禪修課程

🛎️ 全新活動: Gen Z Board Game聚會 (1995年或以後出生的朋友仔聚埋一齊玩下board game識下朋友仔!) 🛎️ 地址: 觀塘成業街 16 號怡生工業中心 A 座 2 樓 A2 室 🏢 好多時會有客人問我哋我哋嘅Meetup Party Games活動會玩啲乜嘢？其實就係例如9 Upper, 狼人真言，Flip 7，歌迷序會等等好玩流行嘅輕鬆桌遊，由當日嘅活動主持決定最終玩邊幾隻！ 其實玩邊隻game唔係重點。重點係個活動好唔好玩！我哋好多活動都有好多人參加. 所以不必多說，你應該知道究竟發生了什麼事！ \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* **今日活動資訊:** 費用: [$105 / Girls $85] Pay at entrance. 包飲品一盒, extra飲品每盒$5. 🔔 人多, 或員工/主持忙於教玩遊戲時可能沒暇收取場費, 請利用櫃面PayMe code/Ali Pay /FPS號碼自行支付. 如發現有故意走數情況, 會被放進Meeple Tree 黑名單. 🔔 必須在此報名. 🔔 場地沒有食物提供, 但歡迎帶外賣上來食. 🔔 宣傳其他場地/放飛機/遊戲過程中態度惡劣者會被放進黑名單. 🔔 入埸請除鞋. 埸內拖鞋祗供店內用, 請勿著出店外. 🔔 報名參加Meetup活動, 當系統問你"Are you bringing anyone"時, 如果你祗是一個人來, 毋須㩒+1 (+1代表會帶朋友來的意思). 🔔 我哋嘅活動主持人有時會因為工作或者學業關係臨時嚟唔到，Meeple Tree 保留臨時更換主持嘅可能性。🙏 🔔 本會因放飛機(活動開始前24小時內退出者)被移除人數: 104 🔔 Meeple Tree保留參加者名單最後決定權. 🔔 Follow我哋IG: mtboardgame / boardgame_hk

Get a great workout with a sweat-dripping dance cardio class combined with high-intensity interval training HIIT! Feel your heart rate pumping, while you jam to the beats and see yourself groove to fitness! Leave the class feeling super energised, challenged yet relaxed from a liberating dance fitness experience! WhatsApp 63344266 to book Prepayment required to secure booking www.deedreamlife.com/pricing-packages for fee info Download Dee Dream Life App for more info

无论你偏爱经典文学、当代小说，或是纪实类非虚构读物；无论习惯普通话交流，还是想用粤语畅谈，都欢迎来分享读书心得与感悟。 活动流程：轮流分享看过的书籍，也欢迎旁听

因下午有包埸緣故, 今晩活動會響8pm開始. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* **今日活動資訊:** 費用: [$105 / Girls $85] Meetup報名平$5 Pay at entrance. 包飲品一盒, extra飲品每盒$5. 🔔 人多, 或員工/主持忙於教玩遊戲時可能沒暇收取場費, 請利用櫃面PayMe code/Ali Pay /FPS號碼自行支付. 如發現有故意走數情況, 會被放進Meeple Tree 黑名單. 🔔 必須在此報名. 🔔 場地沒有食物提供, 但歡迎帶外賣上來食. 🔔 宣傳其他場地/放飛機/遊戲過程中態度惡劣者會被放進黑名單. 🔔 入埸請除鞋. 埸內拖鞋祗供店內用, 請勿著出店外. 🔔 報名參加Meetup活動, 當系統問你"Are you bringing anyone"時, 如果你祗是一個人來, 毋須㩒+1 (+1代表會帶朋友來的意思). 🔔 我哋嘅活動主持人有時會因為工作或者學業關係臨時嚟唔到，Meeple Tree 保留臨時更換主持嘅可能性。🙏 🔔 本會因放飛機(活動開始前24小時內退出者)被移除人數: 105 🔔 Meeple Tree保留參加者名單最後決定權. 🔔 Follow我哋IG: mtboardgame / boardgame_hk

LSS Smart Fitness 律動班系列 Wed/Sun $100/ 1-hr class ($350 /4-class) Please RSVP one week in advance Welcome to book other time slot (WhatsApp 65230389) Vibration x MFR 療癒律動 (Relax, Muscle release & Facial massage) Vibration Fitness (Stretch & Strength) 健體律動 Vibration x BellyFit 美型律動 (Body Shape-up with Bellydance Technique Drills) Vibration x Yoga 律動瑜伽 (Yoga Asana in vibration setting) https://eshop.cosway.com.hk/ One FREE trial class with any Cosway purchase receipt over HK$1000 under introducer code : HK370579B 以 HK370579B 作介紹人的 Cosway (網購或門市)購物消費，逾 HK$1000，可免費試上律動班系列一節

Hi All, I am Lawrence, YTT500hrs Yoga Teacher, Movement , Certified Animal Flow Level III iinstructor and Certified Personal Trainer from A.C.E.
Roll & Flow Is branch of soft acrobatics, we will explore differentnt technique eg floorwork, cartwheel, roll, kick etc to train our body and create a flow togetherher
Class Fee:150 per person
Please feel Free to Message me for any questions.
你好 我係Lawrence , yoga. Movement, lv 3 Animal Flow 同埋私人教練
將各樣動作串連而成為一個好似舞蹈或者表演。
係班上，我會教大家各式既相關動作，無論你想鍛鍊或者伸展，都可以搵到適合你既野。 

費用:每堂150元
歡迎聯絡查詢。

This one of a kind seminar is designed to introduce the two precious gems in Buddhism: Wisdom in meditation (Dhyāna) and martial art (Wing Chun kungfu). It aims to give participants a first hand and HASSLE-FREE experience on meditation techniques, marital art applications, and various Buddhist-Chinese traditional practices on wellness. Buddhists and non-Buddhists are welcomed to participate and improve STAMINA, STATE OF MIND, COORDINATION & build up exquisite and practical self-defense skills. A great opportunity to meet and mingle with community members of diverse professional and cultural background! Seminar will be 2 hour long. FEE: $150 WHEN: Sunday 11:30am to 1:30pm. WHERE: Room 205, 2/F, Mei Foo Government Complex, No. 33 Mei Lai Road, Sham Shui Po, Kowloon Wear exercise clothes and bring a bottle of water + big towel (Exit B, Mei Foo MTR) Questions? Feel free to contact Joseph: Email: josephlau.star@gmail.com Phone/Whatsapp: (852) 9555-0682 Disclaimer: We welcome people who are actually serious in taking part in our activities. Observers, photo/video taking not allowed. We appreciate and expect people to show up if they have signed up. People who take part in any activities are responsible for their own risk and safety. All fees collected in our meetups sponsor the on-going operational expenses of the non-profit International Association of Pao Fa Lien Wing Chun and meet the needs of various charitable projects.

Reading is important because it develops your mind and gives you excessive knowledge and lessons of life. 開卷有益！大家最近有冇讀到一啲好書呢？不如出黎分享下讀書心得呀？參加呢個讀書活動，分享好書，分享喜悅。😊 有興趣參加可以WhatsApp我：95182994

🛎️ 地址: 觀塘成業街 16 號怡生工業中心 A 座 2 樓 A2 室 🏢 好多時會有客人問我哋我哋嘅Meetup Party Games活動會玩啲乜嘢？其實就係例如9 Upper, 狼人真言，Flip 7，歌迷序會等等好玩流行嘅輕鬆桌遊，由當日嘅活動主持決定最終玩邊幾隻！ 其實玩邊隻game唔係重點。重點係個活動好唔好玩！我哋好多活動都有好多人參加. 所以不必多說，你應該知道究竟發生了什麼事！ \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* **今日活動資訊:** 費用: [$105 / Girls $85] Pay at entrance. 包飲品一盒, extra飲品每盒$5. 🔔 人多, 或員工/主持忙於教玩遊戲時可能沒暇收取場費, 請利用櫃面PayMe code/Ali Pay /FPS號碼自行支付. 如發現有故意走數情況, 會被放進Meeple Tree 黑名單. 🔔 必須在此報名. 🔔 場地沒有食物提供, 但歡迎帶外賣上來食. 🔔 宣傳其他場地/放飛機/遊戲過程中態度惡劣者會被放進黑名單. 🔔 入埸請除鞋. 埸內拖鞋祗供店內用, 請勿著出店外. 🔔 報名參加Meetup活動, 當系統問你"Are you bringing anyone"時, 如果你祗是一個人來, 毋須㩒+1 (+1代表會帶朋友來的意思). 🔔 我哋嘅活動主持人有時會因為工作或者學業關係臨時嚟唔到，Meeple Tree 保留臨時更換主持嘅可能性。🙏 🔔 本會因放飛機(活動開始前24小時內退出者)被移除人數: 105 🔔 Meeple Tree保留參加者名單最後決定權. 🔔 Follow我哋IG: mtboardgame / boardgame_hk

\*\*\* UPDATE: 呢一場@成業街埸地. 地址: 觀塘成業街16號怡生工業中心A座2樓AII室 \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* 我地往後BB狼會預埋我地小樹Hosting 團隊一齊玩! 呢一局輪到Tina, Annie! 培育狼group新世代! 中手肯包容新手也歡迎👏報名! \*\*\* 未玩過嘅全新手請準時, 我地會2pm開始教玩. 因為流程比較長, 所以開始咗教就不會重覆再為遲到嘅人再由頭開始教過. 🚫作弊（浪費大家時間） 🚫鬧人（冇人想放工特登走去俾人鬧） 🔔 準時開局. 唔會有凖時到場嘅人無了期等遲到嘅人嘅情況出現. 🔔 預準人數. 唔會有太多人/唔夠人/或需要輪流玩情況出現. 🔔 專人控場. 粗暴發言、鬧人、貼面、9玩者會被放進黑名單. 🔔 分開配置玩. 設有Level 1新手局、Level 2中手局. 我地響觀塘駿業里及成業街設有兩個狼人殺場地, 有興趣book埸玩狼請WhatsApp 6794 1166 / 6223 2379 🔔 費用: [$105/ Girls $75(Meetup報名$100/Girls$70] Pay at entrance. 包飲品一盒, extra飲品每盒$5. 🔔 場地沒有食物提供, 但歡迎帶外賣上來食. 🔔 宣傳其他場地/放飛機/遊戲過程中態度惡劣者會被放進黑名單. 🔔 入埸請除鞋. 埸內拖鞋祗供店內用, 請勿著出店外. 🔔 報名參加Meetup活動, 當系統問你"Are you bringing anyone"時, 如果你祗是一個人來, 毋須㩒+1 (+1代表會帶朋友來的意思). 🔔 我哋嘅活動主持人有時會因為工作或者學業關係臨時嚟唔到，Meeple Tree 保留臨時更換主持嘅可能性。🙏 🔔 本會因放飛機(活動開始前24小時內退出者)被移除人數: 104 🔔 Meeple Tree保留參加者名單最後決定權. 🔔 Follow我哋IG: mtboardgame / boardgame_hk

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

These meetings will be a building block approach to learning photographic mastery over three disciplines: Mechanical Mastery (MM) - 13 weeks of the series Exposure Mastery (EM) - 26 weeks of the series Composition Mastery (CM) - A 52 week series All three series will run concurrently and will dovetail as follows: Q3/26 - MM (Iter 1), EM (Iter 1, Pt 1), CM (Iter 1, Pt1) Q4/26 - MM (Iter 2), EM (Iter 1, Pt 2), CM (Iter 1, Pt2) Q1/27 - MM (Iter 3), EM (Iter 2, Pt 1), CM (Iter 1, Pt3) Q2/27 - MM (Iter 4), EM (Iter 2, Pt 2), CM (Iter 1, Pt4) That's likely confusing, but essentially, MM offered 4 times in that period, EM offered 2 times, and CM offered 1 time. **TO BE CLEAR - THERE IS NO CHARGE FOR THESE CLASSES.** This is an aggressive series, with presentations, homework, group shoots to be added in, likely at LEAST twice a month, image critiques, and an expectation that you are willing to put in the work to elevate your photography significantly. Open to all levels and all equipment levels. Don't let hesitation about your skillset and/or gear keep you from a one-time opportunity. The group will meet every Monday, with periodic exceptions, and we will try to keep as close as possible to the original plan. Obviously, more data to come, and will be published as this is further developed, but now is the time to decide if you want to be a part of this.

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)